Detect very old CUDA GPUs and fall back to CPU

If we try to load the CUDA library on an old GPU, it panics and crashes
the server.  This checks the compute capability before we load the
library so we can gracefully fall back to CPU mode.
This commit is contained in:
Daniel Hiltgen 2024-01-06 21:40:04 -08:00
parent 57942b4676
commit d74ce6bd4f
3 changed files with 74 additions and 2 deletions

View file

@ -28,6 +28,9 @@ type handles struct {
var gpuMutex sync.Mutex
var gpuHandles *handles = nil
// TODO verify this is the correct min version
const CudaComputeMajorMin = 5
// Note: gpuMutex must already be held
func initGPUHandles() {
// TODO - if the ollama build is CPU only, don't do these checks as they're irrelevant and confusing
@ -73,7 +76,18 @@ func GetGPUInfo() GpuInfo {
log.Printf("error looking up CUDA GPU memory: %s", C.GoString(memInfo.err))
C.free(unsafe.Pointer(memInfo.err))
} else {
resp.Library = "cuda"
// Verify minimum compute capability
var cc C.cuda_compute_capability_t
C.cuda_compute_capability(*gpuHandles.cuda, &cc)
if cc.err != nil {
log.Printf("error looking up CUDA GPU compute capability: %s", C.GoString(cc.err))
C.free(unsafe.Pointer(cc.err))
} else if cc.major >= CudaComputeMajorMin {
log.Printf("CUDA Compute Capability detected: %d.%d", cc.major, cc.minor)
resp.Library = "cuda"
} else {
log.Printf("CUDA GPU is too old. Falling back to CPU mode. Compute Capability detected: %d.%d", cc.major, cc.minor)
}
}
} else if gpuHandles.rocm != nil {
C.rocm_check_vram(*gpuHandles.rocm, &memInfo)

View file

@ -21,7 +21,7 @@ const char *cuda_lib_paths[] = {
};
#endif
#define CUDA_LOOKUP_SIZE 5
#define CUDA_LOOKUP_SIZE 6
void cuda_init(cuda_init_resp_t *resp) {
nvmlReturn_t ret;
@ -39,6 +39,7 @@ void cuda_init(cuda_init_resp_t *resp) {
{"nvmlDeviceGetHandleByIndex", (void *)&resp->ch.getHandle},
{"nvmlDeviceGetMemoryInfo", (void *)&resp->ch.getMemInfo},
{"nvmlDeviceGetCount_v2", (void *)&resp->ch.getCount},
{"nvmlDeviceGetCudaComputeCapability", (void *)&resp->ch.getComputeCapability},
};
for (i = 0; cuda_lib_paths[i] != NULL && resp->ch.handle == NULL; i++) {
@ -123,4 +124,53 @@ void cuda_check_vram(cuda_handle_t h, mem_info_t *resp) {
resp->free += memInfo.free;
}
}
void cuda_compute_capability(cuda_handle_t h, cuda_compute_capability_t *resp) {
resp->err = NULL;
resp->major = 0;
resp->minor = 0;
nvmlDevice_t device;
int major = 0;
int minor = 0;
nvmlReturn_t ret;
const int buflen = 256;
char buf[buflen + 1];
int i;
if (h.handle == NULL) {
resp->err = strdup("nvml handle not initialized");
return;
}
unsigned int devices;
ret = (*h.getCount)(&devices);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "unable to get device count: %d", ret);
resp->err = strdup(buf);
return;
}
for (i = 0; i < devices; i++) {
ret = (*h.getHandle)(i, &device);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "unable to get device handle %d: %d", i, ret);
resp->err = strdup(buf);
return;
}
ret = (*h.getComputeCapability)(device, &major, &minor);
if (ret != NVML_SUCCESS) {
snprintf(buf, buflen, "device compute capability lookup failure %d: %d", i, ret);
resp->err = strdup(buf);
return;
}
// Report the lowest major.minor we detect as that limits our compatibility
if (resp->major == 0 || resp->major > major ) {
resp->major = major;
resp->minor = minor;
} else if ( resp->major == major && resp->minor > minor ) {
resp->minor = minor;
}
}
}
#endif // __APPLE__

View file

@ -22,6 +22,7 @@ typedef struct cuda_handle {
nvmlReturn_t (*getHandle)(unsigned int, nvmlDevice_t *);
nvmlReturn_t (*getMemInfo)(nvmlDevice_t, nvmlMemory_t *);
nvmlReturn_t (*getCount)(unsigned int *);
nvmlReturn_t (*getComputeCapability)(nvmlDevice_t, int* major, int* minor);
} cuda_handle_t;
typedef struct cuda_init_resp {
@ -29,8 +30,15 @@ typedef struct cuda_init_resp {
cuda_handle_t ch;
} cuda_init_resp_t;
typedef struct cuda_compute_capability {
char *err;
int major;
int minor;
} cuda_compute_capability_t;
void cuda_init(cuda_init_resp_t *resp);
void cuda_check_vram(cuda_handle_t ch, mem_info_t *resp);
void cuda_compute_capability(cuda_handle_t ch, cuda_compute_capability_t *cc);
#endif // __GPU_INFO_CUDA_H__
#endif // __APPLE__